{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using Pretrained Inception-BatchNorm Network\n",
    "\n",
    "In this example we will show how to use a pretrained *Inception-BatchNorm* Network. This network is described in the paper\n",
    "\n",
    "> Ioffe, Sergey, and Christian Szegedy. \"Batch normalization: Accelerating deep network training by reducing internal covariate shift.\" arXiv preprint arXiv:1502.03167 (2015).\n",
    "\n",
    "The pre-trained Inception-BatchNorm network is able to be downloaded from [this link](http://webdocs.cs.ualberta.ca/~bx3/data/Inception.zip). Run the script `get.sh` in `models/Inception/` will download and unpack it automatically."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us first load and display the demo image (try to use other images you like). You will need to install `Images.jl` and `Colors.jl` to load the image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "RGB4 Images.Image with:\n",
       "  data: 256x256 Array{ColorTypes.RGB4{FixedPointNumbers.UFixed{UInt8,8}},2}\n",
       "  properties:\n",
       "    imagedescription: <suppressed>\n",
       "    spatialorder:  x y\n",
       "    pixelspacing:  1 1"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Images, Colors, ImageMagick\n",
    "img = load(\"cat.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let us do some preprocessing. The most important thing is to resize image to 224x224 that the pre-trained neural network model expect. However, since `Images.jl` does not have a `imresize` function yet, we will call Python to do the preprocessing. The helper function is defined in `imagehelper.py` under the same directory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image resized to (224,224,3)\n",
      "('Original Image Shape: ', (256, 256, 3))\n"
     ]
    }
   ],
   "source": [
    "img = convert(Array, separate(convert(Image{RGB}, img)))\n",
    "using PyCall\n",
    "unshift!(PyVector(pyimport(\"sys\")[\"path\"]), \"\")\n",
    "@pyimport imagehelper as helper\n",
    "\n",
    "img = helper.PreprocessImage(img)\n",
    "# transform from Python row-major to Julia column-major\n",
    "img = permutedims(img, [3,2,1])\n",
    "println(\"Image resized to $(size(img))\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The last thing we need to do to prepare the image is to subtract it from the mean. The mean image is computed on the training set, and it comes with the pre-trained model archive."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image prepared!\n"
     ]
    }
   ],
   "source": [
    "using MXNet\n",
    "\n",
    "model_dir = joinpath(Pkg.dir(\"MXNet\"), \"models/Inception/Inception/\")\n",
    "mean_file = joinpath(model_dir, \"mean_224.nd\")\n",
    "mean_arr  = mx.load(mean_file, mx.NDArray)[:mean_img]\n",
    "\n",
    "img       = img - copy(mean_arr)\n",
    "img       = reshape(img, 224, 224, 3, 1) # add a mini-batch dim\n",
    "println(\"Image prepared!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can load the pre-trained model, via the `load_checkpoint` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[09:48:53] src/operator/./softmax_output-inl.h:187: Softmax symbol is renamed to SoftmaxOutput. This API will be deprecated in Dec, 2015\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model loaded\n"
     ]
    }
   ],
   "source": [
    "model_prefix = joinpath(model_dir, \"Inception_BN\")\n",
    "model_epoch  = 39\n",
    "model        = mx.load_checkpoint(model_prefix, model_epoch, mx.FeedForward)\n",
    "println(\"Model loaded\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With the loaded model, we can do prediction by wrapping the image with a `ArrayDataProvider`. The output is a 1000-way vector giving the predicted probability of each class. The class names are read from `synset.txt`, and we show the class name with the maximum probability."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tiger cat\n"
     ]
    }
   ],
   "source": [
    "pred = mx.predict(model, mx.ArrayDataProvider(img))\n",
    "classes = open(joinpath(model_dir, \"synset.txt\")) do s \n",
    "    map(x -> replace(strip(x), r\"^n[0-9]+ \", \"\"), readlines(s))\n",
    "end\n",
    "println(classes[argmax(pred)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also show easily the top-5 classes and the associated probabilities."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         tiger cat w.p. 0.415807\n",
      "  tabby, tabby cat w.p. 0.235859\n",
      "      Egyptian cat w.p. 0.161553\n",
      "   lynx, catamount w.p. 0.136078\n",
      "       Persian cat w.p. 0.007109\n"
     ]
    }
   ],
   "source": [
    "K = 5\n",
    "n_best = sortperm(vec(pred), rev=true)[1:K]\n",
    "best_probs = pred[n_best]\n",
    "best_labels = classes[n_best]\n",
    "\n",
    "for (l,p) in zip(best_labels, best_probs)\n",
    "    println(mx.format(\"{1:>18} w.p. {2:4f}\", l, p))\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 0.4.0",
   "language": "julia",
   "name": "julia-0.4"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "0.4.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
